{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib 的主要组成元素"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 初始设置\n",
    "\n",
    "首先，导入所需的库，并设置中文字体等。\n",
    "\n",
    "其次，生成画图用到的数据，并定义相关函数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import AutoMinorLocator, MultipleLocator, FuncFormatter\n",
    "from matplotlib.patches import Circle\n",
    "from matplotlib.patheffects import withStroke\n",
    "import matplotlib.image as image\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 自动适应布局\n",
    "mpl.rcParams.update({'figure.autolayout': True})\n",
    "\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 设置随机种子\n",
    "np.random.seed(19680801)\n",
    "\n",
    "# 生成绘图数据\n",
    "X = np.linspace(0.5, 3.5, 100)\n",
    "Y1 = 3+np.cos(X)\n",
    "Y2 = 1+np.cos(1+X/0.75)/2\n",
    "Y3 = np.random.uniform(Y1, Y2, len(X))\n",
    "\n",
    "# 定义相关函数\n",
    "\n",
    "# 次刻度标签的显示格式\n",
    "def minor_tick(x, pos):\n",
    "    if not x % 1.0:\n",
    "        return \"\"\n",
    "    return \"%.2f\" % x\n",
    "\n",
    "# 圆圈的半径和颜色\n",
    "def circle(x, y, radius=0.1):\n",
    "    circle = Circle((x, y), radius, clip_on=False, zorder=10, \n",
    "        linewidth=1, edgecolor='#E7E6E0', facecolor=(0, 0, 0, 0),\n",
    "        path_effects=[withStroke(linewidth=3, foreground=(0, 88/255, 159/255, 0.3))])\n",
    "    ax.add_artist(circle)\n",
    "\n",
    "# 文本\n",
    "def text(x, y, text):\n",
    "    ax.text(x, y, text, ha='center', va='top', weight='bold', color='#00589F', fontsize=13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 开始画图\n",
    "\n",
    "下面用 matplotlib 开始画图，其中使用的是「**面向对象**」的方法，以便对 figure 和 axes 进行更加细致的控制。\n",
    "\n",
    "在图片的右下角，有一张林骥的头像图片，在实际的工作中，可以替换为公司的 LOGO 图片。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
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   "source": [
    "# 使用「面向对象」的方法画图\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "# 设置主次刻度的位置和格式\n",
    "ax.xaxis.set_major_locator(MultipleLocator(1.0))\n",
    "ax.xaxis.set_minor_locator(AutoMinorLocator(4))\n",
    "ax.yaxis.set_major_locator(MultipleLocator(1.0))\n",
    "ax.yaxis.set_minor_locator(AutoMinorLocator(4))\n",
    "ax.xaxis.set_minor_formatter(FuncFormatter(minor_tick))\n",
    "\n",
    "# 设置坐标轴的范围\n",
    "ax.set_xlim(0, 4)\n",
    "ax.set_ylim(0, 4)\n",
    "\n",
    "# 设置刻度参数\n",
    "ax.tick_params(which='major', width=1.0)\n",
    "ax.tick_params(which='major', length=8)\n",
    "ax.tick_params(which='minor', width=1.0, labelsize=10)\n",
    "ax.tick_params(which='minor', length=5, labelsize=10, labelcolor='0.25')\n",
    "\n",
    "# 设置网格线\n",
    "ax.grid(linestyle=\"--\", linewidth=0.5, color='.25', zorder=-10)\n",
    "\n",
    "# 画两条曲线\n",
    "ax.plot(X, Y1, c='#00589F', lw=2, label=\"蓝色信号\", zorder=10)\n",
    "ax.plot(X, Y2, c='#CC5036', lw=2, label=\"红色信号\")\n",
    "\n",
    "# 画散点图\n",
    "ax.scatter(X, Y3, marker='.', color='#7AC7F8')\n",
    "\n",
    "# 设置标题和坐标轴标签\n",
    "ax.set_title(\"matplotlib 的主要组成元素\\n\", fontsize=26, verticalalignment='bottom')\n",
    "ax.set_xlabel(\"X 轴标签\")\n",
    "ax.set_ylabel(\"Y 轴标签\")\n",
    "\n",
    "# 显示图例\n",
    "ax.legend()\n",
    "\n",
    "# 画圆圈和文本标注\n",
    "circle(-0.13, 3.00)\n",
    "text(-0.13, 2.85, \"主刻度标签\\n\" + r'$major$' + ' ' + r'$tick$' + ' ' + r'$label$')\n",
    "\n",
    "circle(0.50, -0.10)\n",
    "text(0.50, -0.25, \"次刻度标签\\n\" + r'$minor$' + ' ' + r'$tick$' + ' ' + r'$label$')\n",
    "\n",
    "circle(0, 4.00)\n",
    "text(0, 3.85, \"主刻度线\\n\" + r'$major$' + ' ' + r'$tick$' + ' ' + r'$line$')\n",
    "\n",
    "circle(0.00, 3.50)\n",
    "text(0.00, 3.35, \"次刻度线\\n\" + r'$minor$' + ' ' + r'$tick$' + ' ' + r'$line$')\n",
    "\n",
    "circle(1.90, -0.27)\n",
    "text(1.90, -0.45, \"X 轴标签\\n\" + r'$xlabel$')\n",
    "\n",
    "circle(-0.25, 1.90)\n",
    "text(-0.25, 1.75, \"Y 轴标签\\n\" + r'$ylabel$')\n",
    "\n",
    "circle(1.60, 4.41)\n",
    "text(1.60, 4.26, \"标题\\n\" + r'$title$')\n",
    "\n",
    "# 蓝线\n",
    "circle(1.75, 2.80)\n",
    "text(1.75, 2.65, \"折线图\\n\" + r'$plot$')\n",
    "\n",
    "# 红线\n",
    "circle(1.20, 0.60)\n",
    "text(1.20, 0.45, \"折线图\\n\" + r'$plot$')\n",
    "\n",
    "circle(1.68, 1.53)\n",
    "text(1.68, 1.38, \"散点图\\n\" + r'$scatter$')\n",
    "\n",
    "circle(3.00, 3.00)\n",
    "text(3.00, 2.85, \"网格线\\n\" + r'$grid$')\n",
    "\n",
    "circle(3.45, 3.80)\n",
    "text(3.45, 3.6, \"图例\\n\" + r'$legend$')\n",
    "\n",
    "circle(0.5, 0.5)\n",
    "text(0.5, 0.35, \"图形区域\\n\" + r'$axes$')\n",
    "\n",
    "circle(-0.3, 0.65)\n",
    "text(-0.3, 0.5, \"底层画布\\n\" + r'$figure$')\n",
    "\n",
    "color = '#00589F'\n",
    "ax.annotate(\"边界线\\n\" + r'$spines$', xy=(4.0, 0.55), xytext=(3.3, 0.5), weight='bold', color=color, fontsize=13,\n",
    "            arrowprops=dict(arrowstyle='->', connectionstyle=\"arc3\", color=color))\n",
    "\n",
    "ax.annotate('', xy=(3.15, 0.0), xytext=(3.45, 0.45), weight='bold', color=color,\n",
    "            arrowprops=dict(arrowstyle='->', connectionstyle=\"arc3\", color=color))\n",
    "# 箭头\n",
    "circle(3.95, 0.55)\n",
    "text(3.95, 0.4, \"箭头\\n\" + r'$annotate$')\n",
    "\n",
    "# 设置字体，可通过 mpl.font_manager.fontManager.ttflist 查看\n",
    "font={'family':'SimHei', 'color':'#00589F', 'size':15}\n",
    "# 标示制图的作者信息\n",
    "ax.text(3.3, -0.7, ' 制图：林骥\\n' + r'$@$' + '数据化分析', fontdict=font)\n",
    "\n",
    "# 画一条横线\n",
    "ax.axhline(y=1.8, xmin=0, xmax=4, ls='--')\n",
    "circle(3.8, 1.8)\n",
    "text(3.8, 1.65, \"横线\\n\" + r'$axhline$')\n",
    "\n",
    "# 画竖直区域\n",
    "ax.axvspan(xmin=2.2, xmax=2.85, facecolor='#F2CF60', alpha=0.5)\n",
    "\n",
    "# 指示区域\n",
    "bbox_props = dict(boxstyle=\"round\", fc=\"1\", ec=\"0.5\", alpha=0.5)\n",
    "t = ax.text(2.3, 3.6, \"竖直区域\\n\" + r'$axvspan$', ha=\"left\", va=\"center\", c='#00589F', size=13, bbox=bbox_props)\n",
    "bb = t.get_bbox_patch()\n",
    "bb.set_boxstyle(\"sawtooth\", pad=0.5)\n",
    "\n",
    "# 在另一个坐标轴中添加 LOGO 图片\n",
    "im = image.imread('../linji.jpg')\n",
    "ax2 = fig.add_axes([0.73, 0.017, 0.066, 0.066])\n",
    "ax2.imshow(im, aspect='auto', extent=(0, 1, 0, 1), zorder=-1)\n",
    "# 隐藏刻度线\n",
    "ax2.set_xticks([])\n",
    "ax2.set_yticks([])\n",
    "# 隐藏边框\n",
    "ax2.spines['top'].set_visible(False)\n",
    "ax2.spines['right'].set_visible(False)\n",
    "ax2.spines['bottom'].set_visible(False)\n",
    "ax2.spines['left'].set_visible(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 关于作者：林骥，从 2008 年开始从事数据分析工作，坚持用心做原创，用数据化解难题，让分析更加有效，@数据化分析。\n",
    "\n",
    "![ ](https://tva1.sinaimg.cn/large/00831rSTgy1gdphsox783j30pv0b0q4q.jpg)\n",
    "\n",
    "▲ 扫码进入公众号后台，发送「入群」，加入林骥的读者交流群。\n",
    "\n",
    "转载请保留作者信息，并注明来源：https://github.com/linjiwx/mp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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